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Program induction

Generating program code for domain-specific tasks

Papers

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TitleStatusHype
Searching Latent Program SpacesCode2
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
Learning Differentiable Logic Programs for Abstract Visual ReasoningCode1
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
Program Transfer for Answering Complex Questions over Knowledge BasesCode1
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement LearningCode1
DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningCode1
Forgetting to learn logic programsCode1
Playgol: learning programs through playCode1
RobustFill: Neural Program Learning under Noisy I/OCode1
LLM-Guided Probabilistic Program Induction for POMDP Model Estimation—0
Learning Object Placement Programs for Indoor Scene Synthesis with Iterative Self Training—0
Towards Efficient Neurally-Guided Program Induction for ARC-AGI—0
Harmonizing Program Induction with Rate-Distortion Theory—0
Program-Based Strategy Induction for Reinforcement Learning—0
Guided Sketch-Based Program Induction by Search Gradients—0
KB-Plugin: A Plug-and-play Framework for Large Language Models to Induce Programs over Low-resourced Knowledge BasesCode0
LLMs for Relational Reasoning: How Far are We?—0
Modeling infant object perception as program induction—0
VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering—0
Bayesian Program Learning by Decompiling Amortized Knowledge—0
Compositional diversity in visual concept learning—0
Neuro-symbolic Meta Reinforcement Learning for Trading—0
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in MachinesCode0
Think Big, Teach Small: Do Language Models Distil Occam’s Razor?Code0
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